The analysis module \(F_a\) , as illustrated in the top half of Figure REF , takes the audio signal \(x\)  as an input and processes it through a series of U-net variant [1]}, recurrent layers, and gated Sparsemax activation [2]}. After training, this module is used as a transcriber (with peak-picking).
